GPT Image 2 Generator for Photoreal Product, Lifestyle, and Headshot Scenes
Use a shot-brief structure for realistic scenes with several objects and deliberate composition.
GPT Image 2 is the photoreal composition specialist in this catalog. It accepts a reference image and handles complex product, lifestyle, headshot, and interface-like scenes well. It does not support transparent backgrounds here, so plan a real backdrop or a separate cutout step.
The most reliable prompt reads like a shoot brief: subject, background, lighting, camera angle, and crop. Treat packaging, faces, UI, and text as details to verify rather than trusting realism as proof of accuracy.
How to direct GPT Image 2 like a photo brief
Set the subject and scene
Lead with the product or person, then describe the environment, key light, fill, camera height, lens feel, and crop in that order.
Use a reference image when likeness or product geometry matters, and name the details that must not change.
Control complexity through composition
GPT Image 2 can arrange several objects, but count and inspect them afterward. Leave intentional negative space for layout copy instead of asking the model to typeset a whole ad.
Generate a clean hero before exploring a busier lifestyle scene. It gives you a stable visual benchmark.
Plan the downstream file
This catalog entry does not produce a transparent background. Use a plain contrasting backdrop if the asset will be cut out later.
For editable icons or diagrams, switch to Recraft V4; for high-priority short text, compare Ideogram and Nano Banana Pro.
What you can create
- Lifestyle product scene
- Place an approved SKU in a plausible environment with controlled scale, contact, reflections, and lighting.
- Studio headshot
- Transform a clear reference into a professional portrait while checking identity cues with the subject.
- Multi-object composition
- Arrange products, props, furniture, or interface-like elements in one deliberate scene.
- Campaign key visual
- Create a photoreal base with room for final copy, legal text, and CTA added in a layout tool.
Photorealism can hide factual errors
Inspect labels, logos, fingers, reflections, object count, and product construction. A convincing render can still misrepresent the thing being sold.
Do not promise transparent output from this model. Design the background intentionally or schedule a separate masking step.
When to choose another model
Use the same prompt in the comparison studio when the deliverable crosses model specialties.
FLUX.2
6 credits · Black Forest Labs
Use FLUX.2 for lower-cost edits that should preserve most of a reference.
Reference image supported.
Nano Banana Pro
8 credits · Google
Use Nano Banana Pro when detailed instruction following and short text matter more.
Reference image supported.
Recraft V4
6 credits · Recraft
Use Recraft for flat, scalable vector assets rather than photoreal scenes.
Text prompt only.
Best workflows for this model
Frequently asked questions
Does GPT Image 2 accept reference images?
Yes. It supports image input and up to four outputs in the current catalog.
Can it generate transparent backgrounds?
No. Plan for a solid background or remove the background in a separate step.
What is it best for?
It is strongest for photoreal product, lifestyle, headshot, and complex multi-object scenes.
How much does it cost?
GPT Image 2 costs 12 credits per generation.
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